RIONA swMATH ID: 30227 Software Authors: Góra, Grzegorz; Wojna, Arkadiusz Description: RIONA: A new classification system combining rule induction and instance-based learning. The article describes a method combining two widely-used empirical approaches to learning from examples: rule induction and instance-based learning. In our algorithm (RIONA) decision is predicted not on the basis of the whole support set of all rules matching a test case, but the support set restricted to a neighbourhood of a test case. The size of the optimal neighbourhood is automatically induced during the learning phase. The empirical study shows the interesting fact that it is enough to consider a small neighbourhood to achieve classification accuracy comparable to an algorithm considering the whole learning set. The combination of (k)-NN and a rule-based algorithm results in a significant acceleration of the algorithm using all minimal rules. Moreover, the presented classifier has high accuracy for both kinds of domains: more suitable for (k)-NN classifiers and more suitable for rule based classifiers. Homepage: https://pdfs.semanticscholar.org/ba97/561e8e74da507f0bb310fb3159c49d2f5cae.pdf Keywords: rule induction; nearest neighbour method; instance-based learning Related Software: Rseslib; LERS; ROSETTA; C4.5; RSES; DIXER; ElemStatLearn; WEKA; RoughSets; Guerry; itsmr; ENDER; BRENT; TwitterRank; NetKit; SLIQ; daTac; RSBR_; ROSECON; RRIA Cited in: 9 Documents Standard Articles 2 Publications describing the Software, including 2 Publications in zbMATH Year RIONA: A classifier combining rule induction and k-NN method with automated selection of optimal neighbourhood. Zbl 1014.68948Góra, Grzegorz; Wojna, Arkadiusz 2002 RIONA: A new classification system combining rule induction and instance-based learning. Zbl 1011.68114Góra, Grzegorz; Wojna, Arkadiusz 2002 all top 5 Cited by 17 Authors 4 Wojna, Arkadiusz 2 Góra, Grzegorz 2 Pawlak, Zdzisław 2 Skowron, Andrzej 1 Appice, Annalisa 1 Bazan, Jan G. 1 Ceci, Michelangelo 1 Džeroski, Sašo 1 Latkowski, Rafał 1 Li, Zhanjiang 1 Liu, Yan 1 Sikora, Beata 1 Sikora, Marek 1 Stojanova, Daniela 1 Szczuka, Marcin S. 1 Wojnarski, Marcin 1 Zhen, Xue-jun Cited in 5 Serials 2 Information Sciences 1 Complexity 1 Data Mining and Knowledge Discovery 1 International Journal of Applied Mathematics and Computer Science 1 Fundamenta Informaticae Cited in 4 Fields 6 Computer science (68-XX) 2 Statistics (62-XX) 1 Combinatorics (05-XX) 1 Systems theory; control (93-XX) Citations by Year